no code implementations • 31 Oct 2022 • Zixuan Geng, Maximilian Schleich, Dan Suciu
We prove a Duality Theorem, showing that rule-based and counterfactual-based explanations are dual to each other, then use this observation to develop an efficient algorithm for computing rule-based explanations, which uses the counterfactual-based explanation as an oracle.
1 code implementation • 5 Jan 2021 • Maximilian Schleich, Zixuan Geng, Yihong Zhang, Dan Suciu
Machine learning is increasingly applied in high-stakes decision making that directly affect people's lives, and this leads to an increased demand for systems to explain their decisions.